Two-sample testing on Gaussian mixture data Synthetic Example 1 d=10
100Test PowerC2ST-S
Evaluation results
| Method | Links | |
|---|---|---|
| C2ST-Sn_tr=6000, Optimizer=Adam, Epochs=102021.06 | 100 | |
| C2ST-Sn_tr=8000, Optimizer=Adam, Epochs=102021.06 | 100 | |
| C2ST-Ln_tr=4000, Optimizer=Adam, Epochs=102021.06 | 100 | |
| C2ST-Ln_tr=6000, Optimizer=Adam, Epochs=102021.06 | 100 | |
| C2ST-Ln_tr=8000, Optimizer=Adam, Epochs=102021.06 | 100 | |
| C2ST-Ln_tr=6000, Optimizer=SGD, Epochs=102021.06 | 100 | |
| C2ST-Ln_tr=8000, Optimizer=SGD, Epochs=102021.06 | 100 | |
| C2ST-Sn_tr=8000, Optimizer=SGD, Epochs=102021.06 | 99.6 | |
| C2ST-Sn_tr=4000, Optimizer=Adam, Epochs=102021.06 | 95.8 | |
| C2ST-Sn_tr=6000, Optimizer=SGD, Epochs=102021.06 | 94.4 | |
| C2ST-Ln_tr=8000, Optimizer=Adam, Epochs=12021.06 | 92.9 | |
| C2ST-Ln_tr=2000, Optimizer=Adam, Epochs=102021.06 | 87.8 | |
| C2ST-Ln_tr=4000, Optimizer=SGD, Epochs=102021.06 | 81.6 | |
| C2ST-Ln_tr=6000, Optimizer=Adam, Epochs=12021.06 | 76.4 | |
| ME*n_tr=80002021.06 | 75 | |
| C2ST-Sn_tr=2000, Optimizer=Adam, Epochs=102021.06 | 61.6 | |
| C2ST-Sn_tr=8000, Optimizer=Adam, Epochs=12021.06 | 61.2 | |
| ME*n_tr=60002021.06 | 58 | |
| C2ST-Sn_tr=4000, Optimizer=SGD, Epochs=102021.06 | 50 | |
| C2ST-Sn_tr=6000, Optimizer=Adam, Epochs=12021.06 | 39.1 | |
| C2ST-Ln_tr=4000, Optimizer=Adam, Epochs=12021.06 | 38.4 | |
| C2ST-Ln_tr=8000, Optimizer=SGD, Epochs=12021.06 | 34.6 | |
| ME*n_tr=40002021.06 | 30 | |
| C2ST-Ln_tr=2000, Optimizer=SGD, Epochs=102021.06 | 22.2 | |
| C2ST-Ln_tr=6000, Optimizer=SGD, Epochs=12021.06 | 22.1 | |
| NTK-MMDn_tr=80002021.06 | 17.9 | |
| SCF*n_tr=80002021.06 | 15 | |
| C2ST-Sn_tr=8000, Optimizer=SGD, Epochs=12021.06 | 14.8 | |
| C2ST-Ln_tr=2000, Optimizer=Adam, Epochs=12021.06 | 14.1 | |
| C2ST-Sn_tr=4000, Optimizer=Adam, Epochs=12021.06 | 14 | |
| C2ST-Sn_tr=2000, Optimizer=SGD, Epochs=102021.06 | 13.9 | |
| NTK-MMDn_tr=60002021.06 | 13.7 | |
| C2ST-Ln_tr=4000, Optimizer=SGD, Epochs=12021.06 | 12.8 | |
| C2ST-Sn_tr=6000, Optimizer=SGD, Epochs=12021.06 | 10.8 | |
| C2ST-Sn_tr=4000, Optimizer=SGD, Epochs=12021.06 | 10.6 | |
| ME*n_tr=20002021.06 | 10 | |
| SCF*n_tr=60002021.06 | 10 | |
| C2ST-Sn_tr=2000, Optimizer=Adam, Epochs=12021.06 | 9.9 | |
| NTK-MMDn_tr=40002021.06 | 9.6 | |
| NTK-MMDn_tr=20002021.06 | 7.1 | |
| C2ST-Ln_tr=2000, Optimizer=SGD, Epochs=12021.06 | 6.7 | |
| SCF*n_tr=40002021.06 | 6 | |
| C2ST-Sn_tr=2000, Optimizer=SGD, Epochs=12021.06 | 6 | |
| SCF*n_tr=20002021.06 | 5 |